Global Certificate in Topic Modeling for Sustainable Development
-- अभी देख रहे हैंThe Global Certificate in Topic Modeling for Sustainable Development is a comprehensive course that equips learners with essential skills to tackle complex sustainability challenges. This course is vital in today's data-driven world, where businesses and organizations strive to make informed decisions for sustainable development.
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पाठ्यक्रम विवरण
• Introduction to Topic Modeling: Defining topic modeling, its applications, and significance in data analysis.
• Data Preparation for Topic Modeling: Data cleaning, pre-processing, and formatting for topic modeling.
• Latent Dirichlet Allocation (LDA): Understanding LDA, its mathematical foundations, and implementation.
• Non-Negative Matrix Factorization (NMF): Exploring NMF, its differences with LDA, and applications.
• Topic Coherence and Model Evaluation: Measuring topic coherence, model selection, and evaluation techniques.
• Topic Modeling in Python: Hands-on experience with Python libraries for topic modeling.
• Visualization of Topic Models: Techniques for visualizing topic models and interpreting results.
• Topic Modeling for Sustainable Development: Real-world applications, challenges, and opportunities for topic modeling in sustainable development.
• Ethical Considerations in Topic Modeling: Addressing ethical concerns, data privacy, and potential biases in topic modeling.
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